In [1]:
import os
os.chdir('..')
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from datetime import datetime
import torch
from torch import nn
import sklearn as sk
from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor, AdaBoostRegressor, ExtraTreesRegressor
import confseq
from confseq import predmix, conjmix_bounded, betting
from Energy_ds.dataset import DataPrep, DataModule, EnergyDataset
from Energy_ds.config import SEASON, REGION, DatasetConfig
from neural.train import LightningTrainer
from neural.module import LightningModel, LightningWrapper
from neural.mlp import MlpBlock, RMLP, MLPLayer
from neural.config import TrainConfig
import risk
from risk import Risk
from algorithm import Hypothesis, ConfSeq
pd.set_option('display.max_columns', None)
In [2]:
class SubplotGenerator:
def __init__(self, rows, columns, dpi=200, **kwargs):
self.fig, self.axes = plt.subplots(rows, columns, dpi=dpi, **kwargs)
self.rows = rows
self.columns = columns
self.current_row = 0
self.current_col = 0
def __iter__(self):
self.current_row = 0
self.current_col = 0
return self
def __next__(self) -> plt.Axes:
if self.current_row >= self.rows:
raise StopIteration
ax = self.axes[self.current_row, self.current_col]
self.current_col += 1
if self.current_col >= self.columns:
self.current_col = 0
self.current_row += 1
return ax
@property
def current_ax(self) -> plt.Axes:
return self.axes[self.current_row, self.current_col]
In [3]:
class HoffConf(ConfSeq):
def __init__(self, conf_lvl: float, min_val=None, max_val=None):
super().__init__(conf_lvl, min_val, max_val)
def calculate_cs(self, x):
# min_val, max_val = x.min(), x.max()
# normalized = (x - min_val) / (max_val - min_val)
lower_cs, higher_cs = predmix.predmix_hoeffding_cs(x, self.conf_lvl)
# lower_cs = lower_cs * (max_val - min_val) + min_val
# higher_cs = higher_cs * (max_val - min_val) + min_val
return lower_cs, higher_cs
@staticmethod
def standardise(x):
return (x - x.min()) / (x.max() - x.min())
class EmpbernConf(ConfSeq):
def __init__(self, conf_lvl: float, min_val=None, max_val=None):
super().__init__(conf_lvl, min_val=min_val, max_val=max_val)
def calculate_cs(self, x):
# min_val, max_val = x.min(), x.max()
# normalized = (x - min_val) / (max_val - min_val)
lower_cs, higher_cs = predmix.predmix_empbern_twosided_cs(x, self.conf_lvl, running_intersection=False)
# lower_cs = lower_cs * (max_val - min_val) + min_val
# higher_cs = higher_cs * (max_val - min_val) + min_val
return lower_cs, higher_cs
class EmpbernConjmix(ConfSeq):
def __init__(self, conf_lvl: float, min_val=None, max_val=None):
super().__init__(conf_lvl, min_val, max_val)
def calculate_cs(self, x):
# min_val, max_val = x.min(), x.max()
# normalized = (x - min_val) / (max_val - min_val)
lower_cs, higher_cs = conjmix_bounded.conjmix_empbern_twosided_cs(x, 1/12, self.conf_lvl)
# lower_cs = lower_cs * (max_val - min_val) + min_val
# higher_cs = higher_cs * (max_val - min_val) + min_val
return lower_cs, higher_cs
class EmpbernBetting(ConfSeq):
def __init__(self, conf_lvl: float, min_val=None, max_val=None):
super().__init__(conf_lvl, min_val, max_val)
def calculate_cs(self, x):
# min_val, max_val = x.min(), x.max()
# normalized = (x - min_val) / (max_val - min_val)
lower_cs, higher_cs = betting.betting_cs(x, self.conf_lvl)
# lower_cs = lower_cs * (max_val - min_val) + min_val
# higher_cs = higher_cs * (max_val - min_val) + min_val
return lower_cs, higher_cs
In [4]:
class H0(Hypothesis):
def __init__(self, tolerance:float, lower_bound:ConfSeq, upper_bound:ConfSeq):
super().__init__(tolerance, lower_bound, upper_bound)
@property
def source_upper(self):
return self.source_upper_cs[-1] * self.tolerance
@property
def target_lower(self):
return self.target_lower_cs
In [5]:
class DeployedModel:
def __init__(
self,
model: RandomForestRegressor,
hyp_tests: list[tuple[Hypothesis, Risk]],
past:int=np.inf
):
self.model = model
self.hyp_tests = hyp_tests
self.past = past
self.input_seq = None
self.label_seq = None
self.pred_seq = None
def update(self, features:np.ndarray, labels: np.ndarray) -> bool:
# features = features.reshape(-1, 1)
preds = self.model.predict(features)
# update input, label and prediction sequences
self.input_seq = self._append_seq(features, self.input_seq)
self.label_seq = self._append_seq(labels, self.label_seq)
self.pred_seq = self._append_seq(preds, self.pred_seq)
# update targed confidence bounds
test_results = []
for hyp, risk in self.hyp_tests:
tr_input, tr_label, tr_pred, = self.input_seq, self.label_seq, self.pred_seq
res = hyp.test(risk(tr_input, tr_label, tr_pred))
test_results.append(res)
return all(test_results)
def predict(self, x):
return self.model.predict(x)
def fit(self, x, y):
# fit model
self.model = self.model.fit(x, y)
# calibrate source confidence bounds
preds = self.model.predict(x)
for hyp, risk in self.hyp_tests:
risk_list = []
for i in range(len(x)):
risk_list.append(risk(x[:i+1], y[:i+1], preds[:i+1]))
min_val, max_val = self.infer_bounds(hyp, risk_seq=np.asanyarray(risk_list), gamma=5, set_bounds=True)
print(f"Inferred {risk} Bounds: min_val: {min_val}, max_val: {max_val}")
hyp.calc_source_upper_cs(np.asanyarray(risk_list))
def to_dataframe(self):
results = []
for hyp, risk in self.hyp_tests:
res = hyp.to_dataframe()
# res['GT'] = self.label_seq
res['risk'] = risk.__class__.__name__
res['hyp'] = hyp.__class__.__name__
results.append(res)
return pd.concat(results, axis=0, ignore_index=True)
def _append_seq(self, x:np.ndarray|float, seq:np.ndarray, dim:int=0) -> np.ndarray:
"""
append the input x to the sequence.
parameters:
x (np.ndarray): The input array of shape (n_samples) or a float if x is a single sample.
seq (np.ndarray): The sequence to append to.
"""
if isinstance(x, float):
x = np.asanyarray([x])
if seq is None:
return x
new_seq = np.concatenate((seq, x), axis=dim)
return new_seq
def reset(self, source:bool=True, target:bool=True):
if target:
self.input_seq = None
self.label_seq = None
self.pred_seq = None
for hyp, risk in self.hyp_tests:
hyp.reset(source=source, target=target)
def infer_bounds(self, hyp:Hypothesis, risk_seq:np.ndarray, gamma:float=2, set_bounds:bool=False):
std = (risk_seq).std()
min_val = risk_seq.min() - std * gamma
min_val = max(min_val, 0)
# min_val = min(min_val * gamma, min_val / gamma)
max_val = risk_seq.max() + std * gamma
# max_val = max(max_val * gamma, max_val / gamma)
if set_bounds:
hyp.set_bounds(min_val, max_val)
return min_val, max_val
def seq_window(self, *seq:np.ndarray) -> tuple[np.ndarray]:
"""
Get the sequence of the last n samples.
"""
seq_list = []
for s in seq:
past = max(len(s) - self.past, 0)
seq_list.append(s[past:])
return seq_list
In [6]:
class Experiment:
def __init__(
self,
model,
# train_ds,
# test_ds,
test_batch_size=1,
):
self.model: DeployedModel = model
# self.train_ds: EnergyDataset = train_ds
# self.test_ds: EnergyDataset = test_ds
self.test_batch_size: int = test_batch_size
def train(self, train_ds: EnergyDataset):
self.model.fit(train_ds.features, train_ds.labels)
def eval(self, val_ds: EnergyDataset):
preds = self.model.predict(val_ds.features)
mse = sk.metrics.mean_squared_error(val_ds.labels, preds)
mae = sk.metrics.mean_absolute_error(val_ds.labels, preds)
return mse, mae
def test(self, test_ds: EnergyDataset):
ds_len = len(test_ds)
for i in range(0, ds_len, self.test_batch_size):
# prepare batch
batch_end = min(i+self.test_batch_size, ds_len)
x = test_ds.features[i:batch_end]
y = test_ds.labels[i:batch_end]
# print(f"batch {i} :: x.shape={x.shape}, y.shape={y.shape}")
# predict
result = self.model.update(x, y)
return self.model.to_dataframe()
In [7]:
path = "Hourly_Energy_Consumption/AEP_hourly.csv"
all_paths = ['Hourly_Energy_Consumption/AEP_hourly.csv',
'Hourly_Energy_Consumption/COMED_hourly.csv',
'Hourly_Energy_Consumption/DAYTON_hourly.csv',
'Hourly_Energy_Consumption/DEOK_hourly.csv',
'Hourly_Energy_Consumption/DOM_hourly.csv',
'Hourly_Energy_Consumption/DUQ_hourly.csv',
'Hourly_Energy_Consumption/EKPC_hourly.csv',
'Hourly_Energy_Consumption/FE_hourly.csv',
'Hourly_Energy_Consumption/NI_hourly.csv',
'Hourly_Energy_Consumption/PJME_hourly.csv',
'Hourly_Energy_Consumption/PJMW_hourly.csv',
# 'Hourly_Energy_Consumption/PJM_Load_hourly.csv',
# 'Hourly_Energy_Consumption/est_hourly.paruqet',
# 'Hourly_Energy_Consumption/pjm_hourly_est.csv'
]
Analyze Data¶
In [8]:
prep = DataPrep(*all_paths)
data = prep.data
In [9]:
data['Region'] = data['Region'].apply(lambda x: REGION(x).name)
data['Epoch'] = data['Datetime'].apply(lambda x: x.timestamp())
grouped = data.groupby(by=['Region']).agg(['min', 'max', 'mean', 'std'])
grouped
Out[9]:
| Datetime | MW | Year | Day | Hour | Week_Number | Season | Epoch | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| min | max | mean | std | min | max | mean | std | min | max | mean | std | min | max | mean | std | min | max | mean | std | min | max | mean | std | min | max | mean | std | min | max | mean | std | |
| Region | ||||||||||||||||||||||||||||||||
| AEP | 2004-10-01 01:00:00 | 2018-08-03 | 2011-09-02 03:17:01.553025024 | 1459 days 00:04:35.416530256 | 9581.0 | 25695.0 | 15499.513717 | 2591.399065 | 2004 | 2018 | 2011.169988 | 4.011177 | 1 | 31 | 15.723220 | 8.802246 | 0 | 23 | 11.501587 | 6.921830 | 1 | 53 | 26.49772 | 15.130003 | 1 | 4 | 2.494875 | 1.122241 | 1.096592e+09 | 1.533254e+09 | 1.314933e+09 | 1.260579e+08 |
| COMED | 2011-01-01 01:00:00 | 2018-08-03 | 2014-10-17 14:11:46.389762048 | 799 days 21:58:33.102316120 | 7237.0 | 23753.0 | 11420.152112 | 2304.139517 | 2011 | 2018 | 2014.309172 | 2.197997 | 1 | 31 | 15.715656 | 8.803733 | 0 | 23 | 11.500880 | 6.922073 | 1 | 53 | 25.760064 | 14.95609 | 1 | 4 | 2.477240 | 1.137422 | 1.293844e+09 | 1.533254e+09 | 1.413555e+09 | 6.911271e+07 |
| DAYTON | 2004-10-01 01:00:00 | 2018-08-03 | 2011-09-02 03:33:26.471243008 | 1458 days 23:51:35.157888992 | 982.0 | 3746.0 | 2037.851140 | 393.403153 | 2004 | 2018 | 2011.170019 | 4.011153 | 1 | 31 | 15.723100 | 8.802228 | 0 | 23 | 11.501546 | 6.921810 | 1 | 53 | 26.497778 | 15.130081 | 1 | 4 | 2.494892 | 1.122241 | 1.096592e+09 | 1.533254e+09 | 1.314934e+09 | 1.260571e+08 |
| DEOK | 2012-01-01 01:00:00 | 2018-08-03 | 2015-04-18 01:50:20.461040128 | 694 days 13:03:11.442351240 | 907.0 | 5445.0 | 3105.096486 | 599.859026 | 2012 | 2018 | 2014.811098 | 1.910792 | 1 | 31 | 15.714699 | 8.804815 | 0 | 23 | 11.500701 | 6.922139 | 1 | 53 | 25.637247 | 14.938505 | 1 | 4 | 2.475277 | 1.140510 | 1.325380e+09 | 1.533254e+09 | 1.429322e+09 | 6.000859e+07 |
| DOM | 2005-05-01 01:00:00 | 2018-08-03 | 2011-12-17 03:06:26.928194560 | 1397 days 19:15:23.708513376 | 1253.0 | 21651.0 | 10949.203625 | 2413.946569 | 2005 | 2018 | 2011.459088 | 3.845824 | 1 | 31 | 15.725869 | 8.803861 | 0 | 23 | 11.501459 | 6.921836 | 1 | 53 | 26.532408 | 14.918754 | 1 | 4 | 2.471129 | 1.117446 | 1.114909e+09 | 1.533254e+09 | 1.324091e+09 | 1.207701e+08 |
| DUQ | 2005-01-01 01:00:00 | 2018-08-03 | 2011-10-18 03:17:46.200826368 | 1432 days 10:34:50.462659536 | 1014.0 | 3054.0 | 1658.820296 | 301.740640 | 2005 | 2018 | 2011.302911 | 3.926464 | 1 | 31 | 15.721117 | 8.801321 | 0 | 23 | 11.501495 | 6.921829 | 1 | 53 | 26.124274 | 15.007572 | 1 | 4 | 2.483304 | 1.128465 | 1.104541e+09 | 1.533254e+09 | 1.318908e+09 | 1.237629e+08 |
| EKPC | 2013-06-01 01:00:00 | 2018-08-03 | 2016-01-01 12:59:54.679490048 | 545 days 07:12:02.646685136 | 514.0 | 3490.0 | 1464.218423 | 378.868404 | 2013 | 2018 | 2015.500375 | 1.543446 | 1 | 31 | 15.713416 | 8.807696 | 0 | 23 | 11.500309 | 6.922271 | 1 | 53 | 26.606145 | 14.826935 | 1 | 4 | 2.464155 | 1.110958 | 1.370048e+09 | 1.533254e+09 | 1.451653e+09 | 4.711392e+07 |
| FE | 2011-06-01 01:00:00 | 2018-08-03 | 2015-01-01 01:57:54.549097984 | 756 days 07:49:31.117741040 | 0.0 | 14032.0 | 7792.159064 | 1331.268006 | 2011 | 2018 | 2014.499857 | 2.107653 | 1 | 31 | 15.720982 | 8.806671 | 0 | 23 | 11.500795 | 6.922095 | 1 | 53 | 26.571349 | 14.869836 | 1 | 4 | 2.471992 | 1.112829 | 1.306890e+09 | 1.533254e+09 | 1.420077e+09 | 6.534657e+07 |
| NI | 2004-05-01 01:00:00 | 2011-01-01 | 2007-08-31 23:47:25.632164352 | 703 days 05:04:59.498234760 | 7003.0 | 23631.0 | 11701.682943 | 2371.498701 | 2004 | 2011 | 2007.148246 | 1.931479 | 1 | 31 | 15.736647 | 8.802695 | 0 | 23 | 11.502207 | 6.921595 | 1 | 53 | 27.503661 | 14.893551 | 1 | 4 | 2.467083 | 1.094182 | 1.083373e+09 | 1.293840e+09 | 1.188604e+09 | 6.075750e+07 |
| PJME | 2002-01-01 01:00:00 | 2018-08-03 | 2010-04-18 03:25:25.999202048 | 1748 days 20:09:48.026926592 | 14544.0 | 62009.0 | 32080.222831 | 6464.012166 | 2002 | 2018 | 2009.801026 | 4.791823 | 1 | 31 | 15.723161 | 8.801210 | 0 | 23 | 11.501596 | 6.921794 | 1 | 53 | 26.2186 | 15.019719 | 1 | 4 | 2.484859 | 1.126438 | 1.009847e+09 | 1.533254e+09 | 1.271561e+09 | 1.510998e+08 |
| PJMW | 2002-04-01 01:00:00 | 2018-08-03 | 2010-06-02 03:39:50.656816128 | 1722 days 20:27:36.657026176 | 487.0 | 9594.0 | 5602.375089 | 979.142872 | 2002 | 2018 | 2009.918691 | 4.730344 | 1 | 31 | 15.726024 | 8.802522 | 0 | 23 | 11.501620 | 6.921789 | 1 | 53 | 26.507381 | 14.939033 | 1 | 4 | 2.467557 | 1.119484 | 1.017623e+09 | 1.533254e+09 | 1.275450e+09 | 1.488545e+08 |
In [10]:
# g = sns.relplot(data=data, x='Datetime', y='MW', hue='Region', kind='line', aspect=3, linewidth = 0.8)
# g.figure.suptitle(template=f"Energy Consumption in each region, by season")
# g.figure.set_dpi(200)
Run Experiments¶
In [11]:
train_config = DatasetConfig(
past_hours=[2,3,6, 12, 24, 36],
years=(2006, 2014),
region=[REGION.AEP, REGION.COMED, REGION.NI],
season=None,
)
# test_config = DatasetConfig(
# past_hours=[-1, -12, -24, -36],
# years=(2014, 2019),
# region=[REGION.AEP],
# season=SEASON.WINTER,
# )
# test_config_ood = DatasetConfig(
# past_hours=[-1, -12, -24, -36],
# years=(2011, 2013),
# region=[REGION.AEP],
# season=SEASON.SUMMER,
# )
In [12]:
train_ds = EnergyDataset(all_paths, train_config)
# test_ds = EnergyDataset(all_paths, test_config)
# test_ds_ood = EnergyDataset(all_paths, test_config_ood)
columns = train_ds.features_df.columns
In [13]:
from sklearn.neural_network import MLPRegressor
rf = RandomForestRegressor(
n_estimators=150,
min_samples_split=0.05,
min_samples_leaf=0.05,
n_jobs=-1,
random_state=42,
verbose=1,
)
# rf = GradientBoostingRegressor(
# loss='squared_error',
# learning_rate=0.1,
# n_estimators=100,
# min_samples_split=0.05,
# min_samples_leaf=0.05,
# max_depth=5,
# random_state=42,
# # n_iter_no_change=5,
# verbose=1,
# )
# rf = AdaBoostRegressor(
# estimator=rf,
# n_estimators=100,
# learning_rate=1,
# loss='square',
# random_state=42,
# )
rf = ExtraTreesRegressor(
n_estimators=250,
min_samples_split=0.05,
min_samples_leaf=0.05,
n_jobs=-1,
random_state=42,
verbose=1,
)
# rf = MLPRegressor(
# hidden_layer_sizes=(50, 50, 25),
# activation='relu',
# learning_rate='adaptive',
# max_iter=100,
# shuffle=False,
# random_state=42,
# verbose=True,
# )
In [14]:
tests = []
min_val = 0 #train_ds.labels.min()
max_val = train_ds.labels.max() * 2
mae_risk = risk.MAE()
hyp_test_1 = H0(tolerance=1.1,
lower_bound=EmpbernConjmix(0.05),
upper_bound=EmpbernConjmix(0.05)
)
tests.append((hyp_test_1, mae_risk))
quantile_risk = risk.Quantile(0.8)
hyp_test_2 = H0(tolerance=1.1,
lower_bound=EmpbernConjmix(0.05),
upper_bound=EmpbernConjmix(0.05)
)
# tests.append((hyp_test_2, quantile_risk))
for season in SEASON:
mae = risk.MAE()
filter_risk = risk.RiskFilter(mae, columns, lambda df: df['Season']==season.value, name=season.name)
hyp_test_3 = H0(tolerance=1.1,
lower_bound=EmpbernConjmix(0.05),
upper_bound=EmpbernConjmix(0.05)
)
tests.append((hyp_test_3, filter_risk))
In [15]:
model = DeployedModel(rf, tests, past=24*30)
In [16]:
experiment = Experiment(model, test_batch_size=24*7)
In [17]:
experiment.model.reset(source=True, target=True)
In [18]:
train_ds.features_df
Out[18]:
| Region | Year | Day | Hour | Week_Number | Season | MW_at_-2H | MW_at_-3H | MW_at_-6H | MW_at_-12H | MW_at_-24H | MW_at_-36H | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2006 | 1 | 0 | 52 | 4 | 15264.0 | 15722.0 | 16400.0 | 15650.0 | 15279.0 | 16737.0 |
| 1 | 1 | 2006 | 1 | 1 | 52 | 4 | 14921.0 | 15264.0 | 16462.0 | 15489.0 | 14254.0 | 16328.0 |
| 2 | 1 | 2006 | 1 | 2 | 52 | 4 | 14565.0 | 14921.0 | 16024.0 | 15257.0 | 13761.0 | 16145.0 |
| 3 | 1 | 2006 | 1 | 3 | 52 | 4 | 14287.0 | 14565.0 | 15722.0 | 15239.0 | 13445.0 | 15873.0 |
| 4 | 1 | 2006 | 1 | 4 | 52 | 4 | 13932.0 | 14287.0 | 15264.0 | 15216.0 | 13306.0 | 15793.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 140216 | 11 | 2010 | 31 | 20 | 52 | 4 | 10990.0 | 10514.0 | 10371.0 | 9548.0 | 12816.0 | 10953.0 |
| 140217 | 11 | 2010 | 31 | 21 | 52 | 4 | 11735.0 | 10990.0 | 10564.0 | 9921.0 | 12547.0 | 11457.0 |
| 140218 | 11 | 2010 | 31 | 22 | 52 | 4 | 11585.0 | 11735.0 | 10587.0 | 10004.0 | 12202.0 | 11725.0 |
| 140219 | 11 | 2010 | 31 | 23 | 52 | 4 | 11243.0 | 11585.0 | 10514.0 | 10182.0 | 11709.0 | 11955.0 |
| 140220 | 11 | 2011 | 1 | 0 | 52 | 4 | 10825.0 | 11243.0 | 10990.0 | 10236.0 | 10929.0 | 12138.0 |
140221 rows × 12 columns
In [19]:
train_ds.labels_df
Out[19]:
0 14565.0
1 14287.0
2 13932.0
3 13713.0
4 13656.0
...
140216 11585.0
140217 11243.0
140218 10825.0
140219 10511.0
140220 10042.0
Name: MW, Length: 140221, dtype: float64
In [20]:
experiment.train(train_ds)
experiment.eval(train_ds)
[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.2s [Parallel(n_jobs=-1)]: Done 168 tasks | elapsed: 0.9s [Parallel(n_jobs=-1)]: Done 250 out of 250 | elapsed: 1.3s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.2s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.2s finished
Inferred MAE Bounds: min_val: 69.41541590572913, max_val: 1083.9982997845161 Inferred RiskFilter:SPRING Bounds: min_val: 0, max_val: 1244.7388144346637 Inferred RiskFilter:SUMMER Bounds: min_val: 0, max_val: 1244.7388144346637 Inferred RiskFilter:FALL Bounds: min_val: 0, max_val: 1244.7388144346637 Inferred RiskFilter:WINTER Bounds: min_val: 0, max_val: 1244.7388144346637
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
Out[20]:
(930878.9785757957, 743.1502266607479)
In [21]:
# Show feature inportances
feature_cols = train_ds.features_df.columns
featureimportances = pd.DataFrame(experiment.model.model.feature_importances_.reshape(1,-1), columns=feature_cols)
# fig, ax = plt.subplots(dpi=200, figsize=(10, 5))
g = sns.catplot(data=featureimportances, aspect=2)
g.set_xticklabels(rotation=90, fontsize=8)
g.figure.suptitle("Feature Importances in the Random Forest Model")
g.set_ylabels("Importance")
g.set(ylim=(0, 1))
Out[21]:
<seaborn.axisgrid.FacetGrid at 0x7efd5b34b8e0>
In [22]:
def run_experiment(experiment:Experiment, ds:EnergyDataset, **kwargs):
config = ds.config
experiment.model.reset(source=False, target=True)
result = experiment.test(ds)
for hyp, test_risk in experiment.model.hyp_tests:
# ax = ax_gen.__next__()
g = hyp.plot(layout='constrained', **kwargs)
g.set_title(f"Tolarance: {hyp.tolerance}, Risk={test_risk}, {config}", fontsize=8)
g.legend(fontsize=8) # Adjust legend font size and position
g.autoscale(enable=True, axis='both')
return result
In [23]:
test_result = run_experiment(experiment, train_ds)
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.2s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.3s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.3s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.2s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
In [25]:
test_cfg = DatasetConfig(**train_config.__dict__)
test_cfg.region = [REGION.DOM]
# test_cfg.years = (2014, 2019)
test_ds = EnergyDataset(all_paths, test_cfg)
test_result = run_experiment(experiment, test_ds)
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.2s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
In [24]:
# experiment.model.hyp_tests[0][0].plot()
# ax_gen_list = [SubplotGenerator(3, 2) for _ in range(len(model.hyp_tests))]
print("Train Config:")
print(train_config.__dict__)
for season in list(SEASON):
config = DatasetConfig(**train_config.__dict__)
config.season = [season] if season is not None else None
# config.years = (2014, 2019)
print("Test Config:")
print(config)
dataset = EnergyDataset(all_paths, config)
print(dataset.features_df.shape)
result = run_experiment(experiment, dataset)
plt.show()
# result = experiment.test(dataset)
# for hyp, test_risk in experiment.model.hyp_tests:
# # ax = ax_gen.__next__()
# g = hyp.plot(layout='constrained')
# g.set_title(f"Tolarance: {hyp.tolerance}, Risk={test_risk}, Season={config.season}", fontsize=10)
# g.legend(fontsize=8) # Adjust legend font size and position
# g.autoscale(enable=True, axis='both')
# plt.show()
# experiment.model.reset(source=False, target=True)
# plt.tight_layout(pad=2,rect=[0.1, 0.1, 0.9, 0.9])
plt.show()
Train Config:
{'past_hours': [2, 3, 6, 12, 24, 36], 'region': [<REGION.AEP: 1>, <REGION.COMED: 2>, <REGION.NI: 11>], 'years': (2006, 2014), 'season': None, 'months': None, 'days': None}
Test Config:
ds_config:past_hours=[2, 3, 6, 12, 24, 36], region=[<REGION.AEP: 1>, <REGION.COMED: 2>, <REGION.NI: 11>], years=(2006, 2014), season=[<SEASON.SPRING: 1>],
(35326, 12)
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.2s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.2s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
Test Config: ds_config:past_hours=[2, 3, 6, 12, 24, 36], region=[<REGION.AEP: 1>, <REGION.COMED: 2>, <REGION.NI: 11>], years=(2006, 2014), season=[<SEASON.SUMMER: 2>], (35328, 12)
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers.
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1085.66771992] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1183.67594522] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1257.99536625] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [0, 1244.7388144346637], given x=[1257.99536625] Clipping x to [0, 1244.7388144346637] WARNING::Input x out of bounds [0, 1244.7388144346637], given x=[1257.99536625] Clipping x to [0, 1244.7388144346637] WARNING::Input x out of bounds [0, 1244.7388144346637], given x=[1257.99536625] Clipping x to [0, 1244.7388144346637] WARNING::Input x out of bounds [0, 1244.7388144346637], given x=[1257.99536625] Clipping x to [0, 1244.7388144346637] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1227.73038844] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1210.79248845] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1196.50288678] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1149.46324768] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1112.68648401] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1093.72163035] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1121.76126114] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1159.54250873] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1168.01728095] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1199.11110689] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1201.87638173] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1206.83718383] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1187.79978805] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1172.66562143] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1163.71776835] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1158.4692618] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1158.08792282] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1169.99152055] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1172.33742201] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1178.47243889] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers.
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1166.98109412] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1161.72416409] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1158.80305583] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1158.98082954] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1151.76626281] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1141.86361327] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1135.79279882] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1130.45749889] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1120.01495016] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1112.75539655] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1105.78321474] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1099.11109293] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers.
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1092.11749763] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers.
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1090.46882633] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1090.84629333] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1087.56716074] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1087.85564577] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1090.98968564] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1089.20312948] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1092.47697482] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1091.62051393] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1084.9345648] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1091.86811733] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1099.0134083] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1099.85973087] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1095.89657754] Clipping x to [69.41541590572913, 1083.9982997845161] WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1094.79852928] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1091.45367419] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1090.89547699] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1085.33781976] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1086.54299943] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1089.11962184] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1090.50639802] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1093.02452665] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1093.99918064] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1090.84084752] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1086.75727125] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1085.7824323] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s
WARNING::Input x out of bounds [69.41541590572913, 1083.9982997845161], given x=[1084.5455186] Clipping x to [69.41541590572913, 1083.9982997845161]
[Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
Test Config: ds_config:past_hours=[2, 3, 6, 12, 24, 36], region=[<REGION.AEP: 1>, <REGION.COMED: 2>, <REGION.NI: 11>], years=(2006, 2014), season=[<SEASON.FALL: 3>], (34925, 12)
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
Test Config: ds_config:past_hours=[2, 3, 6, 12, 24, 36], region=[<REGION.AEP: 1>, <REGION.COMED: 2>, <REGION.NI: 11>], years=(2006, 2014), season=[<SEASON.WINTER: 4>], (34642, 12)
[Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished [Parallel(n_jobs=16)]: Using backend ThreadingBackend with 16 concurrent workers. [Parallel(n_jobs=16)]: Done 18 tasks | elapsed: 0.0s [Parallel(n_jobs=16)]: Done 168 tasks | elapsed: 0.1s [Parallel(n_jobs=16)]: Done 250 out of 250 | elapsed: 0.1s finished
In [30]:
experiment.model.reset(source=False, target=True)
OLD¶
In [2]:
settings = TrainConfig(
# loss_fn = 'bce', # str
# optimizer = 'adam', # str
device = f"gpu", # str
log = False, # bool
logs_dir = "logs/", # str
num_epochs = 30, # int
checkpoints = 'test.pt', # str
early_stopping = None, # int
log_every = 1, # int
timeout = "00:12:00:00", # int
# learning_rate = 0.001, # float
# weight_decay = 1e-06, # float
batch_size = 2048, # int
shuffle = False, # bool
num_workers = 9, # int
# train_test_split = 0.5, # float
)
In [ ]:
path = "Hourly_Energy_Consumption/AEP_hourly.csv"
past_hours = 2
prper = DataPrep(path)
data = prper.data
# train_years = range(2004, 2016)
# val_years = range(2016, 2018)
def year_cond(start:int, end:int):
return lambda data: data['Year'].between(start, end)
def season_cond(season:SEASON):
return lambda data: data['Season'] == season.value
def month_cond(month:int):
return lambda data: data['Month'] == month
def cond_and(conds:list):
def cond(data):
mask = pd.Series(len(data)*[True])
for c in conds:
mask = mask & c(data)
return mask
# return lambda data: ([cond(data) for cond in conds])
return cond
train_conds = [year_cond(2006, 2008), season_cond(SEASON.WINTER)]
val_conds = [year_cond(2009, 2012), season_cond(SEASON.SUMMER)]
train_ds = EnergyDataset(path, past_hours=past_hours, condition=cond_and(train_conds))
val_ds = EnergyDataset(path, past_hours=past_hours, condition=cond_and(val_conds))
datamodule = DataModule(train_ds,
val_ds,
batch_size=settings.batch_size,
num_workers=settings.num_workers,
shuffle=settings.shuffle,
seed=42,
)
In [ ]:
train_ds.labels_df
In [ ]:
train_ds.data_df
In [ ]:
train_ds[0]
In [9]:
# datamodule.prepare_data()
dl = datamodule.train_dataloader()
In [10]:
batch, label = next(iter(dl))
n_features = batch.shape[-1]
In [ ]:
batch.shape, label.shape
In [31]:
from torch import Tensor
class ResidMLP(LightningModel):
def __init__(self, input_size, hidden_size, output_size=1, loss:nn.Module=nn.L1Loss()):
super().__init__(loss)
# self.f = nn.TransformerEncoderLayer(input_size,
# nhead=4,
# dim_feedforward=hidden_size[-1],
# dropout=0.1,
# activation='relu',
# batch_first=True)
# self.rmlp = RMLP(
# in_dim=input_size,
# block_in_dim=hidden_size[0],
# block_dims=hidden_size,
# block_nonlins=[nn.ReLU()]*len(hidden_size),
# n_blocks=2,
# out_dim=output_size,
# out_nonlin=nn.Identity(),
# batch_norm=False,
# )
# self.mlp = MlpBlock(
# in_dim=input_size,
# dims=hidden_size,
# nonlins=[nn.Tanh()]*len(hidden_size),
# batch_norm=False,
# )
self.out_layer = nn.Linear(input_size, output_size)
def forward(self, x):
# x = x.flatten(1).to(torch.float32)
# x = self.rmlp(x)
# x = self.mlp(x)
# x = self.f(x)
return self.out_layer(x)#.squeeze(-1)
def accuracy(self, preds: Tensor, labels: Tensor) -> Tensor:
return (preds - labels).abs().mean()
In [ ]:
in_size = n_features#*past_hours
rmlp = ResidMLP(input_size=in_size, hidden_size=[24, 16], output_size=1)
model = LightningWrapper(rmlp)
print(model)
In [ ]:
trainer = LightningTrainer(settings, "global_wheat_1")
train_dl, val_dl = datamodule.train_dataloader(), datamodule.val_dataloader()
trainer.fit(model, dl_train=train_dl, dl_test=val_dl)
In [10]:
import sklearn as sk
from sklearn.ensemble import RandomForestRegressor
In [11]:
rf = RandomForestRegressor()
In [12]:
rf = rf.fit(train_ds.features, train_ds.labels)
In [13]:
def mae(preds, labels):
return np.abs(preds - labels).mean()
In [17]:
train_scores = mae(rf.predict(train_ds.features), train_ds.labels.numpy())
val_scores = mae(rf.predict(val_ds.features), val_ds.labels.numpy())
In [69]:
def validate(model:RandomForestRegressor, val_dl):
scores = []
for batch, label in val_dl:
score = np.abs(model.predict(batch.numpy()) - label.numpy()).flatten()
scores.append(score)
return np.concatenate(scores)
train_scores = validate(rf, train_dl)
val_scores = validate(rf, val_dl)
# scores = []
# for batch, label in val_dl:
# score = np.abs(rf.predict(batch.numpy()) - label.numpy()).mean()
# scores.append(score)
# print(np.mean(scores))
In [ ]:
print(f"train_score = {train_scores.mean()}")
print(f"val_score = {val_scores.mean()}")
In [ ]:
model(batch)
In [ ]: